I know people keep saying this and I'm going to repeat it... we all learned to craft via trial and error. We had to learn to memorize the ingredients or write them down somewhere... it might be a little painful to do it with however many crafts you want to do, but I did it and so can you.
*looks around* You! In the back! I saw you roll your eyes at me! Ten minutes in the corner!
Book is a good idea, unfortunatly there are so many recipies... hundreds in alchemy, hundreds in scribing, hundreds in weapon crafting, cooking, and tailoring. There's just no way any one person can find the time to do it all. Even with a group of people, one for each craft, it'd take quite a while. Good idea... but kinda not realistic at this point. ZV-